A New Variable Step-Size NLMS Adaptive Filtering Algorithm

Minchao Li, Xiaoli Xi
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引用次数: 14

Abstract

There is a contradiction in classical adaptive filtering algorithm that fast convergence speed comparing with low steady state error. In order to improve this contradiction, this paper presents a new non-parametric Variable Step-Size NLMS algorithm. The new algorithm uses gradient vector's features to achieve the step iteration and a certain approximation process was made for it. Software simulation and hardware implementation verify the effectiveness of the algorithm.
一种新的变步长NLMS自适应滤波算法
经典的自适应滤波算法存在着收敛速度快而稳态误差小的矛盾。为了改善这一矛盾,本文提出了一种新的非参数变步长NLMS算法。该算法利用梯度向量的特征实现步进迭代,并对其进行了一定的逼近处理。软件仿真和硬件实现验证了算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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